Exact Regret Frontiers and Externality Scheduling in Centralized Serial-Dictatorship Bandits

Exploration in centralized serial-dictatorship matching bandits must use complete matchings, so learning one player-arm pair can impose regret on others. We study this externality under a known common priority order and Gaussian rewards with unit variance.